For a given permutation π n in S n , a random permutation graph is formed by including an edge between two vertices i and j if and only if (i − j)(π n (i) − π n (j)) < 0. In this paper, we study various statistics of random permutation graphs. In particular, we prove central limit theorems for the number m-cliques and cycles of size at least m. Other problems of interest are on the number of isolated vertices, the distribution of a given node (the mid-node as a special case) and extremal degree statistics. Besides, we introduce a directed version of random permutation graphs, and provide two distinct paths that provide variations/generalizations of the model discussed in this paper.